ArticleThe Behavioral and brain sciences2017
Computational foundations of the visual number sense.
Article in The Behavioral and brain sciences, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
4 citing papers in PubMed.
- Visual number sense in untrained deep neural networks.Science advances · 2021Article
- On the Difference Between Numerosity Processing and Number Processing.Frontiers in psychology · 2018Article
- Asymmetrical interference between number and item size perception provides evidence for a domain specific impairment in dyscalculia.PloS one · 2018Article
- An emergentist perspective on the origin of number sense.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2017Review
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We provide an emergentist perspective on the computational mechanism underlying numerosity perception, its development, and the role of inhibition, based on our deep neural network model. We argue that the influence of continuous visual properties does not challenge the notion of number sense, but reveals limit conditions for the computation that yields invariance in numerosity perception. Alternative accounts should be formalized in a computational model.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.